dasf.ml.xgboost
===============

.. py:module:: dasf.ml.xgboost

.. autoapi-nested-parse::

   Init module for XGBoost ML algorithms. 



Submodules
----------

.. toctree::
   :maxdepth: 1

   /autoapi/dasf/ml/xgboost/xgboost/index


Classes
-------

.. autoapisummary::

   dasf.ml.xgboost.XGBRegressor


Package Contents
----------------

.. py:class:: XGBRegressor(max_depth=None, max_leaves=None, max_bin=None, grow_policy=None, learning_rate=None, n_estimators=100, verbosity=None, objective=None, booster=None, tree_method=None, n_jobs=None, gamma=None, min_child_weight=None, max_delta_step=None, subsample=None, sampling_method=None, colsample_bytree=None, colsample_bylevel=None, colsample_bynode=None, reg_alpha=None, reg_lambda=None, scale_pos_weight=None, base_score=None, random_state=None, num_parallel_tree=None, monotone_constraints=None, interaction_constraints=None, importance_type=None, gpu_id=None, validate_parameters=None, predictor=None, enable_categorical=False, max_cat_to_onehot=None, eval_metric=None, early_stopping_rounds=None, callbacks=None, **kwargs)

   Bases: :py:obj:`dasf.transforms.Fit`, :py:obj:`dasf.transforms.FitPredict`, :py:obj:`dasf.transforms.Predict`


   Class representing a Fit operation of the pipeline.


   .. py:attribute:: __xgb_cpu


   .. py:attribute:: __xgb_mcpu


   .. py:method:: _lazy_fit_cpu(X, y=None, sample_weight=None, *args, **kwargs)

      Respective lazy fit mocked function for CPUs.



   .. py:method:: _lazy_fit_gpu(X, y=None, sample_weight=None, *args, **kwargs)

      Respective lazy fit mocked function for GPUs.



   .. py:method:: _fit_cpu(X, y=None, sample_weight=None)

      Respective immediate fit mocked function for local CPU(s).



   .. py:method:: _fit_gpu(X, y=None, sample_weight=None, *args, **kwargs)

      Respective immediate fit mocked function for local GPU(s).



   .. py:method:: _lazy_predict_cpu(X, sample_weight=None, **kwargs)

      Respective lazy predict mocked function for CPUs.



   .. py:method:: _lazy_predict_gpu(X, sample_weight=None, **kwargs)

      Respective lazy predict mocked function for GPUs.



   .. py:method:: _predict_cpu(X, sample_weight=None, **kwargs)

      Respective immediate predict mocked function for local CPU(s).



   .. py:method:: _predict_gpu(X, sample_weight=None, **kwargs)

      Respective immediate predict mocked function for local GPU(s).